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Examples

Below is a list of tutorials that you can use to learn more about the different pieces of Ray Serve functionality and how to integrate different modeling frameworks.

Serve Examples

• Keras and Tensorflow Tutorial
• PyTorch Tutorial
• Scikit-Learn Tutorial
• Batching Tutorial
• Integration with Existing Web Servers
  • Scaling Up a FastAPI Application
  • Scaling Up an AIOHTTP Application
• Serving RLlib Models
• Building a Gradio demo with Ray Serve
  • Deploying a model with Ray Serve
  • Defining and launching a Gradio interface
  • Building a Gradio app from a Scikit-Learn model
  • Conclusion

Other Topics:

• Deploying Ray Serve

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Keras and Tensorflow Tutorial